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<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Python 2.6.6 (r266:84297, Aug 24 2010, 18:46:32) [MSC v.1500 32 bit (Intel)]</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Type &quot;copyright&quot;, &quot;credits&quot; or &quot;license&quot; for more information.</p>
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<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">IPython 0.12.dev -- An enhanced Interactive Python.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">?         -&gt; Introduction and overview of IPython's features.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">%quickref -&gt; Quick reference.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">help      -&gt; Python's own help system.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">object?   -&gt; Details about 'object', use 'object??' for extra details.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">%guiref   -&gt; A brief reference about the graphical user interface.</p>
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<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">1</span><span style=" color:#000080;">]:</span> import Image</p>
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<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">2</span><span style=" color:#000080;">]:</span> import wavepy as wv</p>
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<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">3</span><span style=" color:#000080;">]:</span> x=np.asarray(Image.open(&quot;lena512.bmp&quot;).convert(&quot;L&quot;))</p>
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<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">4</span><span style=" color:#000080;">]:</span> imshow(x,cmap=cm.gray)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">Out[</span><span style=" font-weight:600; color:#8b0000;">4</span><span style=" color:#8b0000;">]:</span> &lt;matplotlib.image.AxesImage at 0x270da70&gt;</p>
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LcFiscDlcsHtdsPtduP58+em1bu2tga32w2XywWHw4GBgQEAMK1eJhAIiNkK
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" /></p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">5</span><span style=" color:#000080;">]:</span> J=2</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">6</span><span style=" color:#000080;">]:</span> nm='bior3.3'</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">7</span><span style=" color:#000080;">]:</span> [swtop,length]=wv.dwt.swt2(x,J,nm)</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">8</span><span style=" color:#000080;">]:</span> row=length[0]</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">9</span><span style=" color:#000080;">]:</span> col=length[1]</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">10</span><span style=" color:#000080;">]:</span> blur=swtop[0:row*col]</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">11</span><span style=" color:#000080;">]:</span> blur=reshape(blur,[row,col])</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">12</span><span style=" color:#000080;">]:</span> blur[blur&lt;0.0]=0.0</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">13</span><span style=" color:#000080;">]:</span> blur=blur*255.0/blur.max()</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">14</span><span style=" color:#000080;">]:</span> blur[blur&gt;255.0]=255.0</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">15</span><span style=" color:#000080;">]:</span> imshow(blur,cmap=cm.gray)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">Out[</span><span style=" font-weight:600; color:#8b0000;">15</span><span style=" color:#8b0000;">]:</span> &lt;matplotlib.image.AxesImage at 0x29adef0&gt;</p>
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" /></p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">16</span><span style=" color:#000080;">]:</span> detail=swtop[row*col:]</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">17</span><span style=" color:#000080;">]:</span> detail=reshape(detail,[row*J*3,col])</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">18</span><span style=" color:#000080;">]:</span> detail[detail&lt;0.0]=0.0</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">19</span><span style=" color:#000080;">]:</span> imshow(detail,cmap=cm.gray)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">Out[</span><span style=" font-weight:600; color:#8b0000;">19</span><span style=" color:#8b0000;">]:</span> &lt;matplotlib.image.AxesImage at 0x2a4f090&gt;</p>
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<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">20</span><span style=" color:#000080;">]:</span> imshow(detail[0:row,:],cmap=cm.gray)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">Out[</span><span style=" font-weight:600; color:#8b0000;">20</span><span style=" color:#8b0000;">]:</span> &lt;matplotlib.image.AxesImage at 0x2b505d0&gt;</p>
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<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">21</span><span style=" color:#000080;">]:</span> imshow(detail[row:2*row,:],cmap=cm.gray)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">Out[</span><span style=" font-weight:600; color:#8b0000;">21</span><span style=" color:#8b0000;">]:</span> &lt;matplotlib.image.AxesImage at 0x2caf730&gt;</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><img src="data:image/png;base64,
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<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">22</span><span style=" color:#000080;">]:</span> imshow(detail[2*row:3*row,:],cmap=cm.gray)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">Out[</span><span style=" font-weight:600; color:#8b0000;">22</span><span style=" color:#8b0000;">]:</span> &lt;matplotlib.image.AxesImage at 0x2d8a890&gt;</p>
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<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">23</span><span style=" color:#000080;">]:</span> imshow(detail[3*row:4*row,:],cmap=cm.gray)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">Out[</span><span style=" font-weight:600; color:#8b0000;">23</span><span style=" color:#8b0000;">]:</span> &lt;matplotlib.image.AxesImage at 0x2e939b0&gt;</p>
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" /></p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">24</span><span style=" color:#000080;">]:</span> imshow(detail[4*row:5*row,:],cmap=cm.gray)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">Out[</span><span style=" font-weight:600; color:#8b0000;">24</span><span style=" color:#8b0000;">]:</span> &lt;matplotlib.image.AxesImage at 0x3098ad0&gt;</p>
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<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">25</span><span style=" color:#000080;">]:</span> imshow(detail[5*row:6*row,:],cmap=cm.gray)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">Out[</span><span style=" font-weight:600; color:#8b0000;">25</span><span style=" color:#8b0000;">]:</span> &lt;matplotlib.image.AxesImage at 0x3169bf0&gt;</p>
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